{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b4da8545",
   "metadata": {},
   "source": [
    "# 评估同化算法的性能\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c500a928",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c234c33",
   "metadata": {},
   "source": [
    "## 基本参数设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "08ca92c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Depending on your combination of package versions, this can raise a lot of TF warnings... \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# import scienceplots\n",
    "plt.style.use([\"nature\", \"no-latex\"])\n",
    "import xarray as xr\n",
    "from pathlib import Path\n",
    "import pickle\n",
    "import sys \n",
    "sys.path.append('../')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3aaf16f2-fdc9-4a58-9915-51f2eda3bf18",
   "metadata": {},
   "outputs": [],
   "source": [
    "fourcastnet_dir = \"/public/home/wangwuxing01/research/fundation/output/forecast\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ba75c5fd-e1fd-472b-9aca-92e9a409af6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_vars = [\"Z500\", \"T850\", \"T2M\", \"U10\", \"V10\", \"MSLP\", \"T500\", \"R500\", \"U500\", \"V500\"]\n",
    "unit_y = [\"(m$^2$ s$^{-2}$)\", \"(K)\", \"(K)\", \"(m s$^{-1}$)\", \"(m s$^{-1}$)\", \"(Pa)\", \"(K)\", \"(%)\", \"(m s$^{-1}$)\", \"(m s$^{-1}$)\"]\n",
    "plot_idx = [1, 10, 22, 20, 21, 23, 9, 5, 13, 17]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0c492b60",
   "metadata": {},
   "outputs": [],
   "source": [
    "da_cycle_dir = \"/public/home/wangwuxing01/research/fundation/output_npj/da_cycle\"\n",
    "medium_forecast_dir = \"/public/home/wangwuxing01/research/fundation/output_npj/medium_forecast\"\n",
    "scaler_dir = \"/public/home/wangwuxing01/research/fundation/data/era5_6_hourly/assim_dir_3day/scaler.pkl\"\n",
    "var_idx_dir = \"/public/home/wangwuxing01/research/fundation/data/era5_6_hourly/assim_dir_3day/var_idx.npy\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "30d534d5-f146-4d81-9de3-fa7a808a3620",
   "metadata": {},
   "outputs": [],
   "source": [
    "var_idx = [k for k in np.load(var_idx_dir)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4bf316d1-3d60-497c-b649-3104a592f471",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_vars = [\"R500\", \"R850\", \"T500\", \"T850\"]\n",
    "unit_y = [\"(%)\", \"(%)\", \"(K)\", \"(K)\"]\n",
    "plot_idx = [5, 6, 9, 10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dc4c4e1d-ec77-4085-bdee-7254f54ab98a",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_dacycle_4dvarnet = np.load(f\"{da_cycle_dir}/rmse_4dvarnet_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_vit = np.load(f\"{da_cycle_dir}/rmse_vit_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_4dvarformer = np.load(f\"{da_cycle_dir}/rmse_4dvarformer_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "\n",
    "acc_dacycle_4dvarnet = np.load(f\"{da_cycle_dir}/acc_4dvarnet_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_vit = np.load(f\"{da_cycle_dir}/acc_vit_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_4dvarformer = np.load(f\"{da_cycle_dir}/acc_4dvarformer_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cc08f68e-bab0-4272-a0f3-a6cb5bc6e7e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14, 6))\n",
    "for i in range(8):\n",
    "    ax = fig.add_subplot(2, 4, i+1)\n",
    "    if i in [0, 1, 2, 3]:\n",
    "        plt.title(plot_vars[i], fontsize=12)\n",
    "        ax.plot(np.mean(rmse_dacycle_4dvarnet, axis=0)[::4, plot_idx[i]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarNet\")\n",
    "        ax.plot(np.mean(rmse_dacycle_vit, axis=0)[::4, plot_idx[i]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"ViT\")\n",
    "        ax.plot(np.mean(rmse_dacycle_4dvarformer, axis=0)[::4, plot_idx[i]], color='r', linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer\")\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"RMSE {unit_y[i]}\", fontsize=12)\n",
    "        plt.xlabel(\"DA Cycle Time (days)\", fontsize=12)\n",
    "    elif i in [4, 5, 6, 7]:\n",
    "        plt.title(plot_vars[i-4], fontsize=12)\n",
    "        ax.plot(np.mean(acc_dacycle_4dvarnet, axis=0)[::4, plot_idx[i-5]], linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarNet\")\n",
    "        ax.plot(np.mean(acc_dacycle_vit, axis=0)[::4, plot_idx[i-5]], linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"ViT\")\n",
    "        ax.plot(np.mean(acc_dacycle_4dvarformer, axis=0)[::4, plot_idx[i-5]], color='r', linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer\")\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"ACC\", fontsize=12)\n",
    "        plt.xlabel(\"DA Cycle Time (days)\", fontsize=12)\n",
    "        \n",
    "lines, labels = fig.axes[-1].get_legend_handles_labels()\n",
    "fig.legend(lines, labels, ncol=4, loc='lower center', bbox_to_anchor=(0.5, 0), fontsize=12)\n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(bottom=0.18)\n",
    "plt.savefig(f'da_cycle_temp_30d.jpg',dpi=300)\n",
    "plt.savefig(f'da_cycle_temp_30d.pdf',dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8d99e545-f187-4e1d-93e4-3f51a73f9cda",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_fourcastnet = np.load(f\"{fourcastnet_dir}/rmse_fourcastnet.npy\").astype(np.float32)\n",
    "rmse_mf_4dvarnet = np.load(f\"{medium_forecast_dir}/rmse_4dvarnet_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_mf_vit = np.load(f\"{medium_forecast_dir}/rmse_vit_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_mf_4dvarformer = np.load(f\"{medium_forecast_dir}/rmse_4dvarformer_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "\n",
    "acc_fourcastnet = np.load(f\"{fourcastnet_dir}/acc_fourcastnet.npy\").astype(np.float32)\n",
    "acc_mf_4dvarnet = np.load(f\"{medium_forecast_dir}/acc_4dvarnet_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "acc_mf_vit = np.load(f\"{medium_forecast_dir}/acc_vit_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "acc_mf_4dvarformer = np.load(f\"{medium_forecast_dir}/acc_4dvarformer_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9968a190-61da-4758-a330-3cc39ec6d9fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14, 6))\n",
    "for i in range(8):\n",
    "    ax = fig.add_subplot(2, 4, i+1)\n",
    "    if i in [0, 1, 2, 3]:\n",
    "        plt.title(plot_vars[i], fontsize=12)\n",
    "        ax.plot(np.arange(1, 29), np.mean(rmse_fourcastnet, axis=0)[1:, plot_idx[i]], color='k', linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"ERA5\")\n",
    "        ax.plot(np.mean(rmse_mf_4dvarnet, axis=0)[:, plot_idx[i]], linewidth=2, \n",
    "                marker=\"o\", markersize=3,  label=f\"4DVarNet\")\n",
    "        ax.plot(np.mean(rmse_mf_vit, axis=0)[:, plot_idx[i]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"ViT\")\n",
    "        ax.plot(np.mean(rmse_mf_4dvarformer, axis=0)[:, plot_idx[i]], color='r', linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer\")\n",
    "        ax.set_xticks(np.arange(0, rmse_fourcastnet.shape[1], 8))\n",
    "        ax.set_xticklabels(np.arange(0, 6 * rmse_fourcastnet.shape[1], 48))\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"RMSE {unit_y[i]}\", fontsize=12)\n",
    "        plt.xlabel(\"DA Cycle Time (hours)\", fontsize=12)\n",
    "    elif i in [4, 5, 6, 7]:\n",
    "        plt.title(plot_vars[i-4], fontsize=12)\n",
    "        ax.plot(np.arange(1, 29), np.mean(acc_fourcastnet, axis=0)[1:, plot_idx[i-5]], color='k', linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"ERA5\")\n",
    "        ax.plot(np.mean(acc_mf_4dvarnet, axis=0)[:, plot_idx[i-5]], linewidth=2, \n",
    "                marker=\"o\", markersize=3,  label=f\"4DVarNet\")\n",
    "        ax.plot(np.mean(acc_mf_vit, axis=0)[:, plot_idx[i-5]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"ViT\")\n",
    "        ax.plot(np.mean(acc_mf_4dvarformer, axis=0)[:, plot_idx[i-5]], color='r', linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer\")\n",
    "        ax.set_xticks(np.arange(0, acc_fourcastnet.shape[1], 8))\n",
    "        ax.set_xticklabels(np.arange(0, 6 * acc_fourcastnet.shape[1], 48))\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"ACC\", fontsize=12)\n",
    "        plt.xlabel(\"DA Cycle Time (hours)\", fontsize=12)\n",
    "        \n",
    "lines, labels = fig.axes[-1].get_legend_handles_labels()\n",
    "fig.legend(lines, labels, ncol=4, loc='lower center', bbox_to_anchor=(0.5, 0), fontsize=12)\n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(bottom=0.18)\n",
    "plt.savefig(f'medium_forecast_temp_7d.jpg',dpi=300)\n",
    "plt.savefig(f'medium_forecast_temp_7d.pdf',dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4da48d09-2ffb-4bd1-8c00-5bd407737f69",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f56549d-b0b2-4b1f-87c7-d5670c44b6c3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31cca352-76fb-4576-915a-20d58f397244",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "afnonet-core",
   "language": "python",
   "name": "afnonet-core"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  },
  "vscode": {
   "interpreter": {
    "hash": "d6a6f10ad112204b485a774b7f2a308443c4d7596c4ba981505272e8d85194f7"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
